Antenna Season Report Notebook¶

Josh Dillon, Last Revised January 2022

This notebook examines an individual antenna's performance over a whole season. This notebook parses information from each nightly rtp_summarynotebook (as saved to .csvs) and builds a table describing antenna performance. It also reproduces per-antenna plots from each auto_metrics notebook pertinent to the specific antenna.

In [1]:
import os
from IPython.display import display, HTML
display(HTML("<style>.container { width:100% !important; }</style>"))
In [2]:
# If you want to run this notebook locally, copy the output of the next cell into the next line of this cell.
# antenna = "004"
# csv_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/_rtp_summary_'
# auto_metrics_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/auto_metrics_inspect'
# os.environ["ANTENNA"] = antenna
# os.environ["CSV_FOLDER"] = csv_folder
# os.environ["AUTO_METRICS_FOLDER"] = auto_metrics_folder
In [3]:
# Use environment variables to figure out path to the csvs and auto_metrics
antenna = str(int(os.environ["ANTENNA"]))
csv_folder = os.environ["CSV_FOLDER"]
auto_metrics_folder = os.environ["AUTO_METRICS_FOLDER"]
print(f'antenna = "{antenna}"')
print(f'csv_folder = "{csv_folder}"')
print(f'auto_metrics_folder = "{auto_metrics_folder}"')

antenna = "100"
csv_folder = "/home/obs/src/H6C_Notebooks/_rtp_summary_"
auto_metrics_folder = "/home/obs/src/H6C_Notebooks/auto_metrics_inspect"
In [4]:
display(HTML(f'<h1 style=font-size:50px><u>Antenna {antenna} Report</u><p></p></h1>'))

Antenna 100 Report

In [5]:
import numpy as np
import pandas as pd
pd.set_option('display.max_rows', 1000)
import glob
import re
from hera_notebook_templates.utils import status_colors, Antenna
In [6]:
# load csvs and auto_metrics htmls in reverse chronological order
csvs = sorted(glob.glob(os.path.join(csv_folder, 'rtp_summary_table*.csv')))[::-1]
print(f'Found {len(csvs)} csvs in {csv_folder}')
auto_metric_htmls = sorted(glob.glob(auto_metrics_folder + '/auto_metrics_inspect_*.html'))[::-1]
print(f'Found {len(auto_metric_htmls)} auto_metrics notebooks in {auto_metrics_folder}')

Found 73 csvs in /home/obs/src/H6C_Notebooks/_rtp_summary_
Found 71 auto_metrics notebooks in /home/obs/src/H6C_Notebooks/auto_metrics_inspect
In [7]:
# Per-season options
mean_round_modz_cut = 4
dead_cut = 0.4
crossed_cut = 0.0

def jd_to_summary_url(jd):
    return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H6C_Notebooks/blob/main/_rtp_summary_/rtp_summary_{jd}.html'

def jd_to_auto_metrics_url(jd):
    return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H6C_Notebooks/blob/main/auto_metrics_inspect/auto_metrics_inspect_{jd}.html'

Load relevant info from summary CSVs¶

In [8]:
this_antenna = None
jds = []

# parse information about antennas and nodes
for csv in csvs:
    df = pd.read_csv(csv)
    for n in range(len(df)):
        # Add this day to the antenna
        row = df.loc[n]
        if isinstance(row['Ant'], str) and '<a href' in row['Ant']:
            antnum = int(row['Ant'].split('</a>')[0].split('>')[-1]) # it's a link, extract antnum
        else:
            antnum = int(row['Ant'])
        if antnum != int(antenna):
            continue
        
        if np.issubdtype(type(row['Node']), np.integer):
            row['Node'] = str(row['Node'])
        if type(row['Node']) == str and row['Node'].isnumeric():
            row['Node'] = 'N' + ('0' if len(row['Node']) == 1 else '') + row['Node']
            
        if this_antenna is None:
            this_antenna = Antenna(row['Ant'], row['Node'])
        jd = [int(s) for s in re.split('_|\.', csv) if s.isdigit()][-1]
        jds.append(jd)
        this_antenna.add_day(jd, row)
        break
In [9]:
# build dataframe
to_show = {'JDs': [f'<a href="{jd_to_summary_url(jd)}" target="_blank">{jd}</a>' for jd in jds]}
to_show['A Priori Status'] = [this_antenna.statuses[jd] for jd in jds]

df = pd.DataFrame(to_show)

# create bar chart columns for flagging percentages:
bar_cols = {}
bar_cols['Auto Metrics Flags'] = [this_antenna.auto_flags[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jee)'] = [this_antenna.dead_flags_Jee[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jnn)'] = [this_antenna.dead_flags_Jnn[jd] for jd in jds]
bar_cols['Crossed Fraction in Ant Metrics'] = [this_antenna.crossed_flags[jd] for jd in jds]
bar_cols['Flag Fraction Before Redcal'] = [this_antenna.flags_before_redcal[jd] for jd in jds]
bar_cols['Flagged By Redcal chi^2 Fraction'] = [this_antenna.redcal_flags[jd] for jd in jds]
for col in bar_cols:
    df[col] = bar_cols[col]

z_score_cols = {}
z_score_cols['ee Shape Modified Z-Score'] = [this_antenna.ee_shape_zs[jd] for jd in jds]
z_score_cols['nn Shape Modified Z-Score'] = [this_antenna.nn_shape_zs[jd] for jd in jds]
z_score_cols['ee Power Modified Z-Score'] = [this_antenna.ee_power_zs[jd] for jd in jds]
z_score_cols['nn Power Modified Z-Score'] = [this_antenna.nn_power_zs[jd] for jd in jds]
z_score_cols['ee Temporal Variability Modified Z-Score'] = [this_antenna.ee_temp_var_zs[jd] for jd in jds]
z_score_cols['nn Temporal Variability Modified Z-Score'] = [this_antenna.nn_temp_var_zs[jd] for jd in jds]
z_score_cols['ee Temporal Discontinuties Modified Z-Score'] = [this_antenna.ee_temp_discon_zs[jd] for jd in jds]
z_score_cols['nn Temporal Discontinuties Modified Z-Score'] = [this_antenna.nn_temp_discon_zs[jd] for jd in jds]
for col in z_score_cols:
    df[col] = z_score_cols[col]

ant_metrics_cols = {}
ant_metrics_cols['Average Dead Ant Metric (Jee)'] = [this_antenna.Jee_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Dead Ant Metric (Jnn)'] = [this_antenna.Jnn_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Crossed Ant Metric'] = [this_antenna.crossed_metrics[jd] for jd in jds]
for col in ant_metrics_cols:
    df[col] = ant_metrics_cols[col]

redcal_cols = {}
redcal_cols['Median chi^2 Per Antenna (Jee)'] = [this_antenna.Jee_chisqs[jd] for jd in jds]
redcal_cols['Median chi^2 Per Antenna (Jnn)'] = [this_antenna.Jnn_chisqs[jd] for jd in jds]   
for col in redcal_cols:
    df[col] = redcal_cols[col]

# style dataframe
table = df.style.hide_index()\
          .applymap(lambda val: f'background-color: {status_colors[val]}' if val in status_colors else '', subset=['A Priori Status']) \
          .background_gradient(cmap='viridis', vmax=mean_round_modz_cut * 3, vmin=0, axis=None, subset=list(z_score_cols.keys())) \
          .background_gradient(cmap='bwr_r', vmin=dead_cut-.25, vmax=dead_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
          .background_gradient(cmap='bwr_r', vmin=crossed_cut-.25, vmax=crossed_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
          .background_gradient(cmap='plasma', vmax=4, vmin=1, axis=None, subset=list(redcal_cols.keys())) \
          .applymap(lambda val: 'font-weight: bold' if val < dead_cut else '', subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
          .applymap(lambda val: 'font-weight: bold' if val < crossed_cut else '', subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
          .applymap(lambda val: 'font-weight: bold' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
          .applymap(lambda val: 'color: red' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
          .bar(subset=list(bar_cols.keys()), vmin=0, vmax=1) \
          .format({col: '{:,.4f}'.format for col in z_score_cols}) \
          .format({col: '{:,.4f}'.format for col in ant_metrics_cols}) \
          .format('{:,.2%}', na_rep='-', subset=list(bar_cols.keys())) \
          .set_table_styles([dict(selector="th",props=[('max-width', f'70pt')])])

Table 1: Per-Night RTP Summary Info For This Atenna¶

This table reproduces each night's row for this antenna from the RTP Summary notebooks. For more info on the columns, see those notebooks, linked in the JD column.

In [10]:
display(HTML(f'<h2>Antenna {antenna}, Node {this_antenna.node}:</h2>'))
HTML(table.render(render_links=True, escape=False))

Antenna 100, Node N07:

Out[10]:
JDs A Priori Status Auto Metrics Flags Dead Fraction in Ant Metrics (Jee) Dead Fraction in Ant Metrics (Jnn) Crossed Fraction in Ant Metrics Flag Fraction Before Redcal Flagged By Redcal chi^2 Fraction ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score Average Dead Ant Metric (Jee) Average Dead Ant Metric (Jnn) Average Crossed Ant Metric Median chi^2 Per Antenna (Jee) Median chi^2 Per Antenna (Jnn)
2459889 digital_ok 0.00% 0.00% 0.00% 0.00% - - -1.364558 -1.026932 -0.454114 0.688339 -0.061575 -0.441951 0.840704 1.729246 0.6669 0.6810 0.3781 nan nan
2459888 digital_ok 0.00% 0.00% 0.00% 0.00% - - -1.318106 -1.005403 -1.000969 0.001783 0.589107 -0.475874 -0.645060 -0.584074 0.6843 0.7019 0.3725 nan nan
2459887 digital_ok 0.00% 0.00% 0.00% 0.00% - - -1.211997 -1.016811 -0.084630 0.733204 0.726105 -0.737150 0.013379 -0.053042 0.6679 0.6838 0.3835 nan nan
2459886 digital_ok 100.00% 0.00% 0.00% 0.00% - - -1.181793 -1.197164 -0.973630 -0.058658 10.728743 13.243605 -0.084513 0.552587 0.7429 0.7407 0.3223 nan nan
2459885 digital_ok 0.00% 100.00% 100.00% 0.00% - - -0.492475 -1.454387 -0.576990 2.252435 0.663860 -0.980338 -0.528093 -0.409020 0.0641 0.0634 0.0059 nan nan
2459884 digital_ok 0.00% 0.00% 0.00% 0.00% - - -1.237782 -1.143643 -0.222202 0.692305 -0.118605 -0.180035 0.144150 -0.394585 0.6755 0.6800 0.3808 nan nan
2459883 digital_ok 0.00% 0.00% 0.00% 0.00% - - -0.625490 -1.174969 -0.904582 2.038853 0.888503 -1.083267 0.039792 -0.198674 0.6657 0.6773 0.3879 nan nan
2459882 digital_ok 0.00% 0.00% 0.00% 0.00% - - 0.026262 -1.192256 1.522380 -1.000996 1.971978 -0.489217 0.776248 0.111108 0.6654 0.6743 0.3834 nan nan
2459881 digital_ok 0.00% 0.00% 0.00% 0.00% - - -0.542189 -1.129235 0.307280 2.747410 0.828710 -0.683520 0.708990 -1.118809 0.7148 0.7300 0.3226 nan nan
2459880 digital_ok 0.00% 0.00% 0.00% 0.00% - - -0.457411 -1.126635 1.929831 -0.676450 1.076278 -0.691150 0.864385 0.606263 0.6674 0.6816 0.3868 nan nan
2459879 digital_ok 0.00% 100.00% 100.00% 0.00% - - -0.930817 -0.540430 -0.000661 0.867656 0.994915 -0.259103 0.612527 0.761414 0.0632 0.0630 0.0081 nan nan
2459878 digital_ok 0.00% 51.31% 51.25% 0.00% - - -0.125081 -0.707892 -0.636491 2.867648 0.934309 -1.009484 -0.259337 -0.064415 0.3677 0.3729 0.1778 nan nan
2459876 digital_ok 0.00% 0.00% 0.00% 0.00% - - 0.340812 -0.895275 1.741060 -0.618152 1.723826 -0.723516 0.616586 0.749847 0.6904 0.6802 0.3769 nan nan
2459875 digital_ok 0.00% 0.00% 0.00% 0.00% - - -0.952578 -1.912121 -0.061384 3.016724 1.136341 -1.141762 0.032218 -0.423939 0.7042 0.7103 0.3803 nan nan
2459874 digital_ok 0.00% 0.00% 0.00% 0.00% - - 0.108642 -1.544361 0.964655 -0.959716 1.785343 -0.863608 0.595711 0.079468 0.6918 0.6752 0.3683 nan nan
2459873 digital_ok 0.00% 0.00% 0.00% 0.00% - - -0.435118 -1.435101 0.606176 -0.935483 1.181046 -0.903573 -0.402055 -0.675879 0.6918 0.6764 0.3737 nan nan
2459872 digital_ok 0.00% 0.00% 0.00% 0.00% - - -0.302900 -1.094473 -0.140586 2.192697 2.988311 -0.053663 0.533504 0.128765 0.6846 0.6711 0.3787 nan nan
2459871 digital_ok 0.00% 0.00% 0.00% 0.00% - - -1.054066 -1.386042 1.797382 -0.827492 0.418334 -1.110275 0.068920 -0.722311 0.6975 0.6773 0.3713 nan nan
2459870 digital_ok 0.00% 0.00% 0.00% 0.00% - - -0.221264 -1.438042 -0.499970 1.858263 1.595106 -0.994650 0.020611 -1.006023 0.6958 0.6860 0.3830 nan nan
2459869 digital_ok 0.00% 0.00% 0.00% 0.00% - - 0.178173 -1.317690 1.772522 -0.875779 -0.114881 -0.964983 -0.063565 -0.706394 0.6996 0.6995 0.3822 nan nan
2459868 digital_ok 0.00% 0.00% 0.00% 0.00% - - -0.121038 -1.049795 1.279013 -1.143802 1.290059 -1.176659 0.857181 -0.911985 0.6808 0.6703 0.3988 nan nan
2459867 digital_ok 0.00% 0.00% 0.00% 0.00% - - -0.897029 -0.901887 1.369901 -1.002019 1.469785 -0.622352 0.353692 -0.771551 0.6971 0.6804 0.3955 nan nan
2459866 digital_ok 0.00% 0.00% 0.00% 0.00% - - -0.669194 -0.923623 -0.343561 2.444428 1.637137 -0.836879 -0.105496 -0.783439 0.6970 0.6807 0.3892 nan nan
2459865 digital_ok 0.00% 0.00% 0.00% 0.00% - - 0.470208 -0.290852 0.503484 -1.141294 1.604331 -0.904037 0.172065 -1.031410 0.7159 0.6969 0.3582 nan nan
2459864 digital_ok 0.00% 0.00% 0.00% 0.00% - - 0.189114 -0.027663 0.729269 2.518937 1.769064 0.790940 0.669462 -0.012040 0.6842 0.6661 0.4057 nan nan
2459863 digital_ok 0.00% 0.00% 0.00% 0.00% - - -0.389107 -0.730915 -0.184364 0.532316 1.122047 -0.747073 0.031735 -0.759879 0.6790 0.6573 0.3947 nan nan
2459862 digital_ok 0.00% 0.00% 0.00% 0.00% - - -0.584966 -0.578021 -1.238167 0.182482 -0.015270 -0.676152 -0.102493 -0.571513 0.6628 0.6842 0.4063 nan nan
2459861 digital_ok 100.00% 100.00% 100.00% 0.00% - - nan nan inf inf nan nan nan nan nan nan nan nan nan
2459860 digital_ok 0.00% 0.00% 0.00% 0.00% - - -1.075122 -1.305806 -0.437581 1.915852 1.188824 0.080790 0.193926 -0.735097 0.7001 0.6662 0.4050 nan nan
2459859 digital_ok 0.00% 0.00% 0.00% 0.00% - - -1.264460 -0.946919 -0.493291 0.699989 -0.758221 -0.158544 0.038842 -0.367160 0.7093 0.6772 0.3996 nan nan
2459858 digital_ok 0.00% 0.00% 0.00% 0.00% 0.00% 0.00% -0.952809 -0.958649 0.278737 1.318955 -0.069633 -0.337753 0.256482 -0.338899 0.7155 0.6806 0.4135 1.446605 1.415493
2459857 digital_ok 100.00% 0.00% 0.00% 0.00% - - 20.072621 21.828203 5.904019 5.346944 108.114367 168.490791 53.654937 66.344279 0.6966 0.6803 0.4219 nan nan
2459856 digital_ok 0.00% 0.00% 0.00% 0.00% 3.43% 0.00% -1.005112 -1.071315 -0.855704 1.683726 0.786974 -0.620786 -0.461372 -0.158080 0.7094 0.6965 0.3975 1.544441 1.436261
2459855 digital_ok 0.00% 0.00% 0.00% 0.00% 4.58% 0.00% -0.733781 -1.121649 -0.341068 -0.407539 1.254669 -0.815973 -0.578177 -0.623493 0.6899 0.7124 0.4246 1.543985 1.442133
2459854 digital_ok 0.00% 0.00% 0.00% 0.00% 8.93% 0.00% -0.650754 -1.459376 -0.866208 0.801205 0.425704 -0.648308 -0.415920 -0.835580 0.7050 0.7295 0.4316 1.539411 1.380339
2459853 digital_ok 0.00% 0.00% 0.00% 0.00% 0.00% 0.00% -0.774034 -1.075899 -0.896104 1.262789 0.696375 -0.356035 0.007887 -0.490671 0.7327 0.6888 0.4195 1.639544 1.497614
2459852 digital_ok 0.00% 0.00% 0.00% 0.00% 8.65% 0.54% 0.199067 -0.095328 0.208884 -0.315765 1.694293 -0.604584 -0.311591 -0.647378 0.8189 0.8283 0.2472 2.631909 2.683298
2459850 digital_ok 0.00% 0.00% 0.00% 0.00% 18.02% 0.00% -0.300097 -0.819577 -0.717653 1.210351 1.012685 -0.467410 0.439395 -0.660936 0.7306 0.7478 0.3537 1.531554 1.383981
2459849 digital_ok 0.00% 0.00% 0.00% 0.00% 16.67% 0.00% -0.454172 -0.672746 0.787450 2.563727 0.997732 -0.551407 -0.220688 -0.560099 0.7326 0.7402 0.3587 1.561426 1.416744
2459848 digital_ok 0.00% 0.00% 0.00% 0.00% 30.15% 0.00% 0.115773 -0.353247 0.319760 0.768803 0.893946 -0.932081 -0.426353 -0.815452 0.7086 0.7414 0.3801 1.386633 1.326619
2459847 digital_ok 0.00% 0.00% 0.00% 0.00% 3.74% 0.00% 0.453451 -0.506996 0.076616 0.674196 -0.155139 0.165643 0.208138 0.075461 0.7185 0.6804 0.4209 1.511350 1.454512
2459846 digital_ok 0.00% 0.00% 0.00% 0.00% 33.33% 0.00% 0.473981 -0.398529 -0.911228 0.906301 3.471240 0.688301 0.378743 -0.128771 0.8428 0.6794 0.4841 1.505269 1.497679
2459845 digital_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000
2459844 digital_ok 100.00% 100.00% 100.00% 0.00% - - nan nan inf inf nan nan nan nan nan nan nan nan nan
2459843 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.458306 -0.731070 0.785591 -0.896692 69.876477 79.699814 -0.481398 -0.121770 0.7481 0.7482 0.3803 4.646492 3.577114
2459840 digital_ok 100.00% 100.00% 100.00% 0.00% - - 4.238016 0.493881 4.198622 2.769923 1.013613 0.722872 -0.393724 -0.845865 0.0290 0.0259 0.0025 nan nan
2459839 digital_ok 100.00% - - - - - 0.836272 0.230049 21.559934 17.913880 4.806870 4.104794 13.698817 9.645721 nan nan nan nan nan
2459838 digital_ok 0.00% 0.00% 0.00% 0.00% 0.00% 0.00% -0.057394 -0.788257 0.752593 -0.685944 3.777008 -0.876146 -0.543288 -0.763357 0.7522 0.7220 0.4003 1.640313 1.644175
2459836 digital_ok - 0.00% 0.00% 0.00% - - nan nan nan nan nan nan nan nan 0.7104 0.6355 0.4317 nan nan
2459835 digital_ok 100.00% 0.00% 0.00% 0.00% - - 4.937856 5.410607 10.979450 10.384416 21.113330 27.823580 -4.951589 -3.310051 0.7955 0.5329 0.5679 nan nan
2459833 digital_ok 100.00% 0.00% 0.00% 0.00% - - 17.462259 18.888878 29.591187 28.158349 311.632124 270.853337 39.465237 43.449875 0.8011 0.5185 0.5705 nan nan
2459832 digital_ok 0.00% 0.00% 0.00% 0.00% 0.00% 0.00% -0.342834 -0.634211 -0.530266 -0.152394 -0.027911 -0.433469 -0.099519 -0.361538 0.8131 0.5588 0.5631 1.790412 1.710062
2459831 digital_ok 100.00% 44.89% 100.00% 0.00% - - 2.346455 3.444749 18.687829 14.705990 6.351062 4.777531 -0.541828 -1.317277 0.3973 0.2592 0.0733 nan nan
2459830 digital_ok 0.00% 0.00% 0.00% 0.00% 0.00% 0.00% 0.182962 -0.030744 0.056865 -0.053617 2.645481 -0.649878 -0.295580 -0.905716 0.8148 0.5825 0.5351 1.809430 1.625446
2459829 digital_ok 0.00% 0.00% 0.00% 0.00% 0.00% 0.00% 0.176256 -0.912725 0.637542 -0.096475 2.286300 -0.358074 0.135204 -0.352137 0.7618 0.6863 0.3958 0.980845 0.848467
2459828 digital_ok 0.00% 0.00% 0.00% 0.00% 0.00% 0.00% 0.393982 -0.133425 0.486345 0.379055 1.709837 -0.545179 -0.808489 0.458373 0.8147 0.5841 0.5266 1.697030 1.424352
2459827 digital_ok 0.00% 0.00% 0.00% 0.00% 0.00% 0.00% -0.129955 -0.536617 1.447222 -0.026004 1.215068 -0.974340 -0.198376 -1.088540 0.7635 0.6878 0.4045 1.649059 1.201445
2459826 digital_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000
2459825 digital_ok 0.00% 0.00% 0.00% 0.00% 0.00% 0.00% 0.210940 -0.517586 -0.392053 0.366526 0.328510 -1.398253 -0.811238 -0.813439 0.8145 0.6157 0.5049 2.710705 2.466090
2459824 digital_ok 0.00% 0.00% 0.00% 0.00% 0.00% 5.00% -0.856047 -0.831399 -0.346531 -0.091297 0.306879 -0.661847 -0.375625 -0.920605 0.7236 0.7489 0.3677 2.075972 2.158160
2459823 digital_ok 0.00% 0.00% 0.00% 0.00% 0.00% 0.00% 0.820325 -0.544118 -0.197036 0.067587 -0.065820 -0.768452 -0.734296 0.726150 0.7697 0.6681 0.4542 0.434218 0.400088
2459822 digital_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000
2459821 digital_ok 0.00% 0.00% 0.00% 0.00% 0.00% 0.00% 1.026317 0.635986 0.633128 -0.030302 -0.852455 -1.328643 -1.522888 -1.350729 0.8117 0.6451 0.5022 1.760594 1.568685
2459820 digital_ok 0.00% 0.00% 0.00% 0.00% 0.00% 0.00% 0.193283 -0.432656 1.296136 -0.235861 3.795273 -0.817711 -0.449455 0.018397 0.7720 0.6988 0.4184 1.632538 1.499695
2459817 digital_ok 0.00% 0.00% 0.00% 0.00% 0.00% 0.00% 0.459834 -0.077765 0.284111 0.151361 -0.032805 -1.350849 -0.653712 -0.637128 0.8174 0.6781 0.5004 1.856668 1.730446
2459816 digital_ok 0.00% 0.00% 0.00% 0.00% 0.00% 0.00% 0.300254 -0.093850 -0.673112 0.371315 2.139420 -1.116100 -0.012986 -0.483650 0.8508 0.6107 0.5869 1.665793 1.503270
2459815 digital_ok 0.00% 0.00% 0.00% 0.00% 0.00% 0.00% 0.631198 -0.247945 -0.333098 -0.193142 -0.512159 -0.441975 0.374441 0.062785 0.8211 0.7002 0.4988 1.854439 1.583773
2459814 digital_ok 0.00% - - - - - nan nan nan nan nan nan nan nan nan nan nan nan nan
2459813 digital_ok 0.00% 0.00% 0.00% 0.00% 0.00% 19.25% 1.305310 -0.276326 0.528583 -0.565177 2.337825 -1.175286 0.371701 -0.220794 0.7941 0.7332 0.3971 -0.172057 -0.588685

Load antenna metric spectra and waterfalls from auto_metrics notebooks.¶

In [11]:
htmls_to_display = []
for am_html in auto_metric_htmls:
    html_to_display = ''
    # read html into a list of lines
    with open(am_html) as f:
        lines = f.readlines()
    
    # find section with this antenna's metric plots and add to html_to_display
    jd = [int(s) for s in re.split('_|\.', am_html) if s.isdigit()][-1]
    try:
        section_start_line = lines.index(f'<h2>Antenna {antenna}: {jd}</h2>\n')
    except ValueError:
        continue
    html_to_display += lines[section_start_line].replace(str(jd), f'<a href="{jd_to_auto_metrics_url(jd)}" target="_blank">{jd}</a>')
    for line in lines[section_start_line + 1:]:
        html_to_display += line
        if '<hr' in line:
            htmls_to_display.append(html_to_display)
            break

Figure 1: Antenna autocorrelation metric spectra and waterfalls.¶

These figures are reproduced from auto_metrics notebooks. For more info on the specific plots and metrics, see those notebooks (linked at the JD). The most recent 100 days (at most) are shown.

In [12]:
for i, html_to_display in enumerate(htmls_to_display):
    if i == 100:
        break
    display(HTML(html_to_display))

Antenna 100: 2459889

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
100 N07 digital_ok nn Temporal Discontinuties 1.729246 -1.364558 -1.026932 -0.454114 0.688339 -0.061575 -0.441951 0.840704 1.729246

Antenna 100: 2459888

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
100 N07 digital_ok ee Temporal Variability 0.589107 -1.005403 -1.318106 0.001783 -1.000969 -0.475874 0.589107 -0.584074 -0.645060

Antenna 100: 2459887

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
100 N07 digital_ok nn Power 0.733204 -1.016811 -1.211997 0.733204 -0.084630 -0.737150 0.726105 -0.053042 0.013379

Antenna 100: 2459886

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
100 N07 digital_ok nn Temporal Variability 13.243605 -1.181793 -1.197164 -0.973630 -0.058658 10.728743 13.243605 -0.084513 0.552587

Antenna 100: 2459885

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
100 N07 digital_ok nn Power 2.252435 -1.454387 -0.492475 2.252435 -0.576990 -0.980338 0.663860 -0.409020 -0.528093

Antenna 100: 2459884

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
100 N07 digital_ok nn Power 0.692305 -1.143643 -1.237782 0.692305 -0.222202 -0.180035 -0.118605 -0.394585 0.144150

Antenna 100: 2459883

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
100 N07 digital_ok nn Power 2.038853 -1.174969 -0.625490 2.038853 -0.904582 -1.083267 0.888503 -0.198674 0.039792

Antenna 100: 2459882

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
100 N07 digital_ok ee Temporal Variability 1.971978 -1.192256 0.026262 -1.000996 1.522380 -0.489217 1.971978 0.111108 0.776248

Antenna 100: 2459881

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
100 N07 digital_ok nn Power 2.747410 -1.129235 -0.542189 2.747410 0.307280 -0.683520 0.828710 -1.118809 0.708990

Antenna 100: 2459880

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
100 N07 digital_ok ee Power 1.929831 -1.126635 -0.457411 -0.676450 1.929831 -0.691150 1.076278 0.606263 0.864385

Antenna 100: 2459879

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
100 N07 digital_ok ee Temporal Variability 0.994915 -0.540430 -0.930817 0.867656 -0.000661 -0.259103 0.994915 0.761414 0.612527

Antenna 100: 2459878

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
100 N07 digital_ok nn Power 2.867648 -0.707892 -0.125081 2.867648 -0.636491 -1.009484 0.934309 -0.064415 -0.259337

Antenna 100: 2459876

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
100 N07 digital_ok ee Power 1.741060 0.340812 -0.895275 1.741060 -0.618152 1.723826 -0.723516 0.616586 0.749847

Antenna 100: 2459875

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
100 N07 digital_ok nn Power 3.016724 -0.952578 -1.912121 -0.061384 3.016724 1.136341 -1.141762 0.032218 -0.423939

Antenna 100: 2459874

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
100 N07 digital_ok ee Temporal Variability 1.785343 0.108642 -1.544361 0.964655 -0.959716 1.785343 -0.863608 0.595711 0.079468

Antenna 100: 2459873

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
100 N07 digital_ok ee Temporal Variability 1.181046 -0.435118 -1.435101 0.606176 -0.935483 1.181046 -0.903573 -0.402055 -0.675879

Antenna 100: 2459872

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
100 N07 digital_ok ee Temporal Variability 2.988311 -1.094473 -0.302900 2.192697 -0.140586 -0.053663 2.988311 0.128765 0.533504

Antenna 100: 2459871

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
100 N07 digital_ok ee Power 1.797382 -1.386042 -1.054066 -0.827492 1.797382 -1.110275 0.418334 -0.722311 0.068920

Antenna 100: 2459870

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
100 N07 digital_ok nn Power 1.858263 -0.221264 -1.438042 -0.499970 1.858263 1.595106 -0.994650 0.020611 -1.006023

Antenna 100: 2459869

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
100 N07 digital_ok ee Power 1.772522 0.178173 -1.317690 1.772522 -0.875779 -0.114881 -0.964983 -0.063565 -0.706394

Antenna 100: 2459868

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
100 N07 digital_ok ee Temporal Variability 1.290059 -0.121038 -1.049795 1.279013 -1.143802 1.290059 -1.176659 0.857181 -0.911985

Antenna 100: 2459867

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
100 N07 digital_ok ee Temporal Variability 1.469785 -0.897029 -0.901887 1.369901 -1.002019 1.469785 -0.622352 0.353692 -0.771551

Antenna 100: 2459866

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
100 N07 digital_ok nn Power 2.444428 -0.923623 -0.669194 2.444428 -0.343561 -0.836879 1.637137 -0.783439 -0.105496

Antenna 100: 2459865

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
100 N07 digital_ok ee Temporal Variability 1.604331 0.470208 -0.290852 0.503484 -1.141294 1.604331 -0.904037 0.172065 -1.031410

Antenna 100: 2459864

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
100 N07 digital_ok nn Power 2.518937 -0.027663 0.189114 2.518937 0.729269 0.790940 1.769064 -0.012040 0.669462

Antenna 100: 2459863

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
100 N07 digital_ok ee Temporal Variability 1.122047 -0.389107 -0.730915 -0.184364 0.532316 1.122047 -0.747073 0.031735 -0.759879

Antenna 100: 2459862

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
100 N07 digital_ok nn Power 0.182482 -0.584966 -0.578021 -1.238167 0.182482 -0.015270 -0.676152 -0.102493 -0.571513

Antenna 100: 2459861

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
100 N07 digital_ok nn Shape nan nan nan inf inf nan nan nan nan

Antenna 100: 2459860

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
100 N07 digital_ok nn Power 1.915852 -1.075122 -1.305806 -0.437581 1.915852 1.188824 0.080790 0.193926 -0.735097

Antenna 100: 2459859

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
100 N07 digital_ok nn Power 0.699989 -1.264460 -0.946919 -0.493291 0.699989 -0.758221 -0.158544 0.038842 -0.367160

Antenna 100: 2459858

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
100 N07 digital_ok nn Power 1.318955 -0.958649 -0.952809 1.318955 0.278737 -0.337753 -0.069633 -0.338899 0.256482

Antenna 100: 2459857

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
100 N07 digital_ok nn Temporal Variability 168.490791 21.828203 20.072621 5.346944 5.904019 168.490791 108.114367 66.344279 53.654937

Antenna 100: 2459856

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
100 N07 digital_ok nn Power 1.683726 -1.005112 -1.071315 -0.855704 1.683726 0.786974 -0.620786 -0.461372 -0.158080

Antenna 100: 2459855

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
100 N07 digital_ok ee Temporal Variability 1.254669 -1.121649 -0.733781 -0.407539 -0.341068 -0.815973 1.254669 -0.623493 -0.578177

Antenna 100: 2459854

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
100 N07 digital_ok nn Power 0.801205 -1.459376 -0.650754 0.801205 -0.866208 -0.648308 0.425704 -0.835580 -0.415920

Antenna 100: 2459853

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
100 N07 digital_ok nn Power 1.262789 -1.075899 -0.774034 1.262789 -0.896104 -0.356035 0.696375 -0.490671 0.007887

Antenna 100: 2459852

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
100 N07 digital_ok ee Temporal Variability 1.694293 0.199067 -0.095328 0.208884 -0.315765 1.694293 -0.604584 -0.311591 -0.647378

Antenna 100: 2459850

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
100 N07 digital_ok nn Power 1.210351 -0.300097 -0.819577 -0.717653 1.210351 1.012685 -0.467410 0.439395 -0.660936

Antenna 100: 2459849

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
100 N07 digital_ok nn Power 2.563727 -0.454172 -0.672746 0.787450 2.563727 0.997732 -0.551407 -0.220688 -0.560099

Antenna 100: 2459848

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
100 N07 digital_ok ee Temporal Variability 0.893946 -0.353247 0.115773 0.768803 0.319760 -0.932081 0.893946 -0.815452 -0.426353

Antenna 100: 2459847

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
100 N07 digital_ok nn Power 0.674196 -0.506996 0.453451 0.674196 0.076616 0.165643 -0.155139 0.075461 0.208138

Antenna 100: 2459846

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
100 N07 digital_ok ee Temporal Variability 3.471240 0.473981 -0.398529 -0.911228 0.906301 3.471240 0.688301 0.378743 -0.128771

Antenna 100: 2459845

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
100 N07 digital_ok nn Shape nan nan nan inf inf nan nan nan nan

Antenna 100: 2459844

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
100 N07 digital_ok ee Shape nan nan nan inf inf nan nan nan nan

Antenna 100: 2459843

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
100 N07 digital_ok nn Temporal Variability 79.699814 -0.731070 0.458306 -0.896692 0.785591 79.699814 69.876477 -0.121770 -0.481398

Antenna 100: 2459840

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
100 N07 digital_ok ee Shape 4.238016 4.238016 0.493881 4.198622 2.769923 1.013613 0.722872 -0.393724 -0.845865

Antenna 100: 2459839

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
100 N07 digital_ok ee Power 21.559934 0.230049 0.836272 17.913880 21.559934 4.104794 4.806870 9.645721 13.698817

Antenna 100: 2459838

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
100 N07 digital_ok ee Temporal Variability 3.777008 -0.788257 -0.057394 -0.685944 0.752593 -0.876146 3.777008 -0.763357 -0.543288

Antenna 100: 2459835

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
100 N07 digital_ok nn Temporal Variability 27.823580 5.410607 4.937856 10.384416 10.979450 27.823580 21.113330 -3.310051 -4.951589

Antenna 100: 2459833

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
100 N07 digital_ok ee Temporal Variability 311.632124 18.888878 17.462259 28.158349 29.591187 270.853337 311.632124 43.449875 39.465237

Antenna 100: 2459832

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
100 N07 digital_ok ee Temporal Variability -0.027911 -0.342834 -0.634211 -0.530266 -0.152394 -0.027911 -0.433469 -0.099519 -0.361538

Antenna 100: 2459831

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
100 N07 digital_ok ee Power 18.687829 2.346455 3.444749 18.687829 14.705990 6.351062 4.777531 -0.541828 -1.317277

Antenna 100: 2459830

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
100 N07 digital_ok ee Temporal Variability 2.645481 0.182962 -0.030744 0.056865 -0.053617 2.645481 -0.649878 -0.295580 -0.905716

Antenna 100: 2459829

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
100 N07 digital_ok ee Temporal Variability 2.286300 -0.912725 0.176256 -0.096475 0.637542 -0.358074 2.286300 -0.352137 0.135204

Antenna 100: 2459828

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
100 N07 digital_ok ee Temporal Variability 1.709837 -0.133425 0.393982 0.379055 0.486345 -0.545179 1.709837 0.458373 -0.808489

Antenna 100: 2459827

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
100 N07 digital_ok ee Power 1.447222 -0.129955 -0.536617 1.447222 -0.026004 1.215068 -0.974340 -0.198376 -1.088540

Antenna 100: 2459826

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
100 N07 digital_ok nn Shape nan nan nan inf inf nan nan nan nan

Antenna 100: 2459825

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
100 N07 digital_ok nn Power 0.366526 -0.517586 0.210940 0.366526 -0.392053 -1.398253 0.328510 -0.813439 -0.811238

Antenna 100: 2459824

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
100 N07 digital_ok ee Temporal Variability 0.306879 -0.856047 -0.831399 -0.346531 -0.091297 0.306879 -0.661847 -0.375625 -0.920605

Antenna 100: 2459823

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
100 N07 digital_ok ee Shape 0.820325 -0.544118 0.820325 0.067587 -0.197036 -0.768452 -0.065820 0.726150 -0.734296

Antenna 100: 2459822

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
100 N07 digital_ok ee Shape nan nan nan inf inf nan nan nan nan

Antenna 100: 2459821

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
100 N07 digital_ok ee Shape 1.026317 0.635986 1.026317 -0.030302 0.633128 -1.328643 -0.852455 -1.350729 -1.522888

Antenna 100: 2459820

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
100 N07 digital_ok ee Temporal Variability 3.795273 0.193283 -0.432656 1.296136 -0.235861 3.795273 -0.817711 -0.449455 0.018397

Antenna 100: 2459817

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
100 N07 digital_ok ee Shape 0.459834 0.459834 -0.077765 0.284111 0.151361 -0.032805 -1.350849 -0.653712 -0.637128

Antenna 100: 2459816

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
100 N07 digital_ok ee Temporal Variability 2.139420 -0.093850 0.300254 0.371315 -0.673112 -1.116100 2.139420 -0.483650 -0.012986

Antenna 100: 2459815

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
100 N07 digital_ok ee Shape 0.631198 -0.247945 0.631198 -0.193142 -0.333098 -0.441975 -0.512159 0.062785 0.374441

Antenna 100: 2459814

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
100 N07 digital_ok nn Shape nan nan nan nan nan nan nan nan nan

Antenna 100: 2459813

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
100 N07 digital_ok ee Temporal Variability 2.337825 -0.276326 1.305310 -0.565177 0.528583 -1.175286 2.337825 -0.220794 0.371701
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